CN111936965A - 随机舍入逻辑 - Google Patents
随机舍入逻辑 Download PDFInfo
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- CN111936965A CN111936965A CN201980021078.2A CN201980021078A CN111936965A CN 111936965 A CN111936965 A CN 111936965A CN 201980021078 A CN201980021078 A CN 201980021078A CN 111936965 A CN111936965 A CN 111936965A
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- 238000000034 method Methods 0.000 claims abstract description 27
- 238000009825 accumulation Methods 0.000 claims description 9
- 230000008878 coupling Effects 0.000 claims 3
- 238000010168 coupling process Methods 0.000 claims 3
- 238000005859 coupling reaction Methods 0.000 claims 3
- 238000010586 diagram Methods 0.000 description 17
- 238000007792 addition Methods 0.000 description 8
- 238000010801 machine learning Methods 0.000 description 6
- 238000013459 approach Methods 0.000 description 5
- 230000000295 complement effect Effects 0.000 description 5
- 238000005457 optimization Methods 0.000 description 4
- 238000012549 training Methods 0.000 description 3
- 238000006243 chemical reaction Methods 0.000 description 2
- 238000012545 processing Methods 0.000 description 2
- 238000013473 artificial intelligence Methods 0.000 description 1
- 238000013528 artificial neural network Methods 0.000 description 1
- 238000011161 development Methods 0.000 description 1
- 238000011156 evaluation Methods 0.000 description 1
- 230000006870 function Effects 0.000 description 1
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Classifications
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F7/00—Methods or arrangements for processing data by operating upon the order or content of the data handled
- G06F7/38—Methods or arrangements for performing computations using exclusively denominational number representation, e.g. using binary, ternary, decimal representation
- G06F7/48—Methods or arrangements for performing computations using exclusively denominational number representation, e.g. using binary, ternary, decimal representation using non-contact-making devices, e.g. tube, solid state device; using unspecified devices
- G06F7/499—Denomination or exception handling, e.g. rounding or overflow
- G06F7/49942—Significance control
- G06F7/49947—Rounding
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F7/00—Methods or arrangements for processing data by operating upon the order or content of the data handled
- G06F7/58—Random or pseudo-random number generators
- G06F7/588—Random number generators, i.e. based on natural stochastic processes
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N20/00—Machine learning
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- Engineering & Computer Science (AREA)
- Theoretical Computer Science (AREA)
- General Physics & Mathematics (AREA)
- Physics & Mathematics (AREA)
- General Engineering & Computer Science (AREA)
- Mathematical Optimization (AREA)
- Pure & Applied Mathematics (AREA)
- Mathematical Analysis (AREA)
- Computational Mathematics (AREA)
- Computing Systems (AREA)
- Software Systems (AREA)
- Artificial Intelligence (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Data Mining & Analysis (AREA)
- Evolutionary Computation (AREA)
- Medical Informatics (AREA)
- Mathematical Physics (AREA)
- Complex Calculations (AREA)
Applications Claiming Priority (3)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
US15/933,229 US10628124B2 (en) | 2018-03-22 | 2018-03-22 | Stochastic rounding logic |
US15/933,229 | 2018-03-22 | ||
PCT/US2019/022685 WO2019182943A1 (en) | 2018-03-22 | 2019-03-18 | Stochastic rounding logic |
Publications (1)
Publication Number | Publication Date |
---|---|
CN111936965A true CN111936965A (zh) | 2020-11-13 |
Family
ID=65952226
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN201980021078.2A Pending CN111936965A (zh) | 2018-03-22 | 2019-03-18 | 随机舍入逻辑 |
Country Status (6)
Country | Link |
---|---|
US (1) | US10628124B2 (ko) |
EP (1) | EP3769208B1 (ko) |
JP (1) | JP7292297B2 (ko) |
KR (1) | KR20200134281A (ko) |
CN (1) | CN111936965A (ko) |
WO (1) | WO2019182943A1 (ko) |
Cited By (2)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN113791756A (zh) * | 2021-09-18 | 2021-12-14 | 中科寒武纪科技股份有限公司 | 转数方法、存储介质、装置及板卡 |
CN113835677A (zh) * | 2021-09-23 | 2021-12-24 | 龙芯中科技术股份有限公司 | 操作数处理系统、方法及处理器 |
Families Citing this family (2)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN108256644B (zh) * | 2018-01-05 | 2021-06-22 | 上海兆芯集成电路有限公司 | 微处理器电路以及执行神经网络运算的方法 |
US11615782B2 (en) * | 2020-11-12 | 2023-03-28 | Sony Interactive Entertainment Inc. | Semi-sorted batching with variable length input for efficient training |
Citations (6)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US20040078401A1 (en) * | 2002-10-22 | 2004-04-22 | Hilton Howard E. | Bias-free rounding in digital signal processing |
CN1609813A (zh) * | 2003-10-24 | 2005-04-27 | 英特尔公司 | 减少硬件的软错误检测 |
CN101042583A (zh) * | 2006-02-09 | 2007-09-26 | 阿尔特拉公司 | 用于可编程逻辑器件的专门处理块 |
US20090287757A1 (en) * | 2008-05-15 | 2009-11-19 | Rarick Leonard D | Leading Zero Estimation Modification for Unfused Rounding Catastrophic Cancellation |
US8533250B1 (en) * | 2009-06-17 | 2013-09-10 | Altera Corporation | Multiplier with built-in accumulator |
CN107025091A (zh) * | 2016-02-01 | 2017-08-08 | 国际商业机器公司 | 二进制融合乘加浮点计算 |
Family Cites Families (7)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US5974435A (en) * | 1997-08-28 | 1999-10-26 | Malleable Technologies, Inc. | Reconfigurable arithmetic datapath |
US8019805B1 (en) | 2003-12-09 | 2011-09-13 | Globalfoundries Inc. | Apparatus and method for multiple pass extended precision floating point multiplication |
JP4544870B2 (ja) * | 2004-01-26 | 2010-09-15 | 富士通セミコンダクター株式会社 | 演算回路装置 |
US9710228B2 (en) * | 2014-12-29 | 2017-07-18 | Imagination Technologies Limited | Unified multiply unit |
US10108397B2 (en) * | 2015-08-25 | 2018-10-23 | Samsung Electronics Co., Ltd. | Fast close path solution for a three-path fused multiply-add design |
US9940102B2 (en) * | 2016-01-04 | 2018-04-10 | International Business Machines Corporation | Partial stochastic rounding that includes sticky and guard bits |
US10489152B2 (en) | 2016-01-28 | 2019-11-26 | International Business Machines Corporation | Stochastic rounding floating-point add instruction using entropy from a register |
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2018
- 2018-03-22 US US15/933,229 patent/US10628124B2/en active Active
-
2019
- 2019-03-18 JP JP2020546908A patent/JP7292297B2/ja active Active
- 2019-03-18 EP EP19714078.3A patent/EP3769208B1/en active Active
- 2019-03-18 KR KR1020207030287A patent/KR20200134281A/ko active IP Right Grant
- 2019-03-18 WO PCT/US2019/022685 patent/WO2019182943A1/en active Application Filing
- 2019-03-18 CN CN201980021078.2A patent/CN111936965A/zh active Pending
Patent Citations (6)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US20040078401A1 (en) * | 2002-10-22 | 2004-04-22 | Hilton Howard E. | Bias-free rounding in digital signal processing |
CN1609813A (zh) * | 2003-10-24 | 2005-04-27 | 英特尔公司 | 减少硬件的软错误检测 |
CN101042583A (zh) * | 2006-02-09 | 2007-09-26 | 阿尔特拉公司 | 用于可编程逻辑器件的专门处理块 |
US20090287757A1 (en) * | 2008-05-15 | 2009-11-19 | Rarick Leonard D | Leading Zero Estimation Modification for Unfused Rounding Catastrophic Cancellation |
US8533250B1 (en) * | 2009-06-17 | 2013-09-10 | Altera Corporation | Multiplier with built-in accumulator |
CN107025091A (zh) * | 2016-02-01 | 2017-08-08 | 国际商业机器公司 | 二进制融合乘加浮点计算 |
Non-Patent Citations (2)
Title |
---|
何军等: "分离通路浮点乘加器设计与实现", 计算机科学, no. 08, 15 August 2013 (2013-08-15) * |
刘鸿瑾等: "基于快速舍入的双精度浮点乘法器的设计", 微电子学与计算机, no. 06, 20 July 2006 (2006-07-20) * |
Cited By (3)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN113791756A (zh) * | 2021-09-18 | 2021-12-14 | 中科寒武纪科技股份有限公司 | 转数方法、存储介质、装置及板卡 |
CN113791756B (zh) * | 2021-09-18 | 2022-12-23 | 中科寒武纪科技股份有限公司 | 转数方法、存储介质、装置及板卡 |
CN113835677A (zh) * | 2021-09-23 | 2021-12-24 | 龙芯中科技术股份有限公司 | 操作数处理系统、方法及处理器 |
Also Published As
Publication number | Publication date |
---|---|
JP2021517301A (ja) | 2021-07-15 |
US20190294412A1 (en) | 2019-09-26 |
US10628124B2 (en) | 2020-04-21 |
EP3769208A1 (en) | 2021-01-27 |
EP3769208B1 (en) | 2022-10-26 |
JP7292297B2 (ja) | 2023-06-16 |
KR20200134281A (ko) | 2020-12-01 |
WO2019182943A1 (en) | 2019-09-26 |
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